{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Huggingface Sagemaker - Vision Transformer \n",
    "\n",
    "### Image Classification with the `google/vit` on `cifar10`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. [Introduction](#Introduction)  \n",
    "2. [Development Environment and Permissions](#Development-Environment-and-Permissions)\n",
    "    1. [Installation](#Installation)  \n",
    "    3. [Permissions](#Permissions)\n",
    "3. [Processing](#Preprocessing)   \n",
    "    1. [convert features and transform images](#convert-features-and-transform-images)  \n",
    "    2. [Uploading data to sagemaker_session_bucket](#Uploading-data-to-sagemaker_session_bucket)  \n",
    "4. [Fine-tuning & starting Sagemaker Training Job](#Fine-tuning-\\&-starting-Sagemaker-Training-Job)  \n",
    "    1. [Creating an Estimator and start a training job](#Creating-an-Estimator-and-start-a-training-job)  "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "\n",
    "Welcome to our end-to-end binary Image-Classification example. In this demo, we will use the Hugging Faces `transformers` and `datasets` library together with Amazon SageMaker to fine-tune a pre-trained vision transformers on image classification. \n",
    "\n",
    "The script and notebook is inspired by [NielsRogges](https://github.com/NielsRogge) example notebook of [Fine-tune the Vision Transformer on CIFAR-10](https://github.com/NielsRogge/Transformers-Tutorials/blob/master/VisionTransformer/Fine_tuning_the_Vision_Transformer_on_CIFAR_10_with_the_%F0%9F%A4%97_Trainer.ipynb). Niels was also the contributor of the Vision Transformer into `transformers`.\n",
    "\n",
    "\n",
    "_**NOTE: You can run this demo in Sagemaker Studio, your local machine or Sagemaker Notebook Instances**_"
   ]
  },
  {
   "attachments": {
    "Bildschirmfoto%202021-06-09%20um%2010.08.22.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Bildschirmfoto%202021-06-09%20um%2010.08.22.png](attachment:Bildschirmfoto%202021-06-09%20um%2010.08.22.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Development Environment and Permissions \n",
    "\n",
    "\n",
    "_**Use at least a `t3.large` instance otherwise preprocessing will take ages.**_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation\n",
    "\n",
    "_*Note:* we only install the required libraries from Hugging Face and AWS. You also need PyTorch or Tensorflow, if not already installed_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install \"sagemaker>=2.31.0\" \"transformers==4.6.1\" \"datasets[s3]==1.6.2\" --upgrade"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Permissions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_If you are going to use Sagemaker in a local environment, you need access to an IAM Role with the required permissions for Sagemaker. You can find out more about this [here](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-roles.html)_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sagemaker\n",
    "\n",
    "sess = sagemaker.Session()\n",
    "# sagemaker session bucket -> used for uploading data, models and logs\n",
    "# sagemaker will automatically create this bucket if it not exists\n",
    "sagemaker_session_bucket=None\n",
    "if sagemaker_session_bucket is None and sess is not None:\n",
    "    # set to default bucket if a bucket name is not given\n",
    "    sagemaker_session_bucket = sess.default_bucket()\n",
    "\n",
    "role = sagemaker.get_execution_role()\n",
    "sess = sagemaker.Session(default_bucket=sagemaker_session_bucket)\n",
    "\n",
    "print(f\"sagemaker role arn: {role}\")\n",
    "print(f\"sagemaker bucket: {sess.default_bucket()}\")\n",
    "print(f\"sagemaker session region: {sess.boto_region_name}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing\n",
    "\n",
    "We are using the `datasets` library to download and preprocess the `fashion-mnist` dataset. After preprocessing, the dataset will be uploaded to our `sagemaker_session_bucket` to be used within our training job. The [cifar10](https://www.cs.toronto.edu/~kriz/cifar.html) are labeled subsets of the 80 million tiny images dataset. They were collected by Alex Krizhevsky, Vinod Nair, and Geoffrey Hinton.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Note from Nils: \"that in the ViT paper, the best results were obtained when fine-tuning at a higher resolution. For this, one interpolates the pre-trained absolute position embeddings\"._\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert Features and transform images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import ViTFeatureExtractor\n",
    "from datasets import load_dataset\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "from random import randint\n",
    "\n",
    "# dataset used\n",
    "dataset_name = 'cifar10'\n",
    "\n",
    "# s3 key prefix for the data\n",
    "s3_prefix = 'samples/datasets/cifar10'\n",
    "\n",
    "# FeatureExtractor used in preprocessing\n",
    "model_name = 'google/vit-base-patch16-224-in21k'\n",
    "\n",
    "feature_extractor = ViTFeatureExtractor.from_pretrained(model_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are downsampling dataset to make it faster to preprocess."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load dataset\n",
    "train_dataset, test_dataset = load_dataset(dataset_name, \n",
    "                                           split=['train[:5000]', 'test[:2000]'])\n",
    "\n",
    "# display random sample\n",
    "sample_image = np.array(train_dataset[randint(0, 2000)][\"img\"],dtype=\"uint8\")\n",
    "\n",
    "Image.fromarray(sample_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets import Features, Array3D\n",
    "\n",
    "# we need to extend the features \n",
    "features = Features({\n",
    "    **train_dataset.features,\n",
    "    'pixel_values': Array3D(dtype=\"float32\", shape=(3, 224, 224)),\n",
    "})\n",
    "\n",
    "# extractor helper function\n",
    "def preprocess_images(examples):\n",
    "    # get batch of images\n",
    "    images = examples['img']\n",
    "    # convert to list of NumPy arrays of shape (C, H, W)\n",
    "    images = [np.array(image, dtype=np.uint8) for image in images]\n",
    "    images = [np.moveaxis(image, source=-1, destination=0) for image in images]\n",
    "    # preprocess and add pixel_values\n",
    "    inputs = feature_extractor(images=images)\n",
    "    examples['pixel_values'] = inputs['pixel_values']\n",
    "\n",
    "    return examples\n",
    "\n",
    "# preprocess dataset\n",
    "train_dataset = train_dataset.map(preprocess_images, batched=True,features=features)\n",
    "test_dataset = test_dataset.map(preprocess_images, batched=True,features=features)\n",
    "\n",
    "# set to torch format for training\n",
    "train_dataset.set_format('torch', columns=['pixel_values', 'label'])\n",
    "test_dataset.set_format('torch', columns=['pixel_values', 'label'])\n",
    "\n",
    "# remove unused column\n",
    "train_dataet = train_dataset.remove_columns(\"img\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Uploading data to `sagemaker_session_bucket`\n",
    "\n",
    "After we processed the `datasets` we are going to use the new `FileSystem` [integration](https://huggingface.co/docs/datasets/filesystems.html) to upload our dataset to S3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "import botocore\n",
    "from datasets.filesystems import S3FileSystem\n",
    "\n",
    "s3 = S3FileSystem()  \n",
    "\n",
    "# save train_dataset to s3\n",
    "training_input_path = f's3://{sess.default_bucket()}/{s3_prefix}/train'\n",
    "train_dataset.save_to_disk(training_input_path,fs=s3)\n",
    "\n",
    "# save test_dataset to s3\n",
    "test_input_path = f's3://{sess.default_bucket()}/{s3_prefix}/test'\n",
    "test_dataset.save_to_disk(test_input_path,fs=s3)\n",
    "\n",
    "print(f\"train dataset is uploaded to {training_input_path}\")\n",
    "print(f\"test dataset is uploaded to {test_input_path}\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "num_train_epochs# Fine-tuning & starting Sagemaker Training Job\n",
    "\n",
    "In order to create a sagemaker training job we need a `HuggingFace` Estimator. The Estimator handles end-to-end Amazon SageMaker training and deployment tasks. In an Estimator, we define which fine-tuning script should be used as `entry_point`, which `instance_type` should be used, which `hyperparameters` are passed in .....\n",
    "\n",
    "```python\n",
    "/opt/conda/bin/python train.py --num_train_epochs 1 --model_name google/vit-base-patch16-224-in21k --per_device_train_batch_size 16\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating an Estimator and start a training job\n",
    "\n",
    "We are defining the hyperparameter `use_auth_token` with our token from huggingface.co/settings to automatically upload our model to the Hugging Face Model Hub afterwards. \n",
    "The `train.py` makes us of the `.push_to_hub()` of the Trainer API to automatically upload model to hf.co/models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sagemaker.huggingface import HuggingFace\n",
    "\n",
    "# hyperparameters, which are passed into the training job\n",
    "hyperparameters={'num_train_epochs': 3, # train epochs\n",
    "                 'per_device_train_batch_size': 16, # batch size\n",
    "                 'model_name': model_name, # model which will be trained on\n",
    "                 'use_auth_token': '' # add you API Token to upload the model\n",
    "                 }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "huggingface_estimator = HuggingFace(entry_point='train.py',\n",
    "                            source_dir='./scripts',\n",
    "                            instance_type='ml.p3.2xlarge',\n",
    "                            instance_count=1,\n",
    "                            role=role,\n",
    "                            transformers_version='4.6',\n",
    "                            pytorch_version='1.7',\n",
    "                            py_version='py36',\n",
    "                            hyperparameters = hyperparameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# starting the train job with our uploaded datasets as input\n",
    "huggingface_estimator.fit({'train': training_input_path, 'test': test_input_path})"
   ]
  },
  {
   "attachments": {
    "Bildschirmfoto%202021-06-09%20um%2010.02.52.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Upload to hub\n",
    "\n",
    "Since we have done the preprocessing in advance we need to upload the `feature_extractor` separately. You can this by creating a `preprocessor_config.json` file in the UI on huggingface.co or using the `huggingface_hub` python library. \n",
    "\n",
    "![Bildschirmfoto%202021-06-09%20um%2010.02.52.png](attachment:Bildschirmfoto%202021-06-09%20um%2010.02.52.png)\n",
    "\n",
    "The file needs to contain the configuration of the `feature_extractor`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  \"do_normalize\": true,\n",
      "  \"do_resize\": true,\n",
      "  \"image_mean\": [\n",
      "    0.5,\n",
      "    0.5,\n",
      "    0.5\n",
      "  ],\n",
      "  \"image_std\": [\n",
      "    0.5,\n",
      "    0.5,\n",
      "    0.5\n",
      "  ],\n",
      "  \"size\": 224\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(feature_extractor.to_json_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "instance_type": "ml.t3.medium",
  "kernelspec": {
   "display_name": "Python 3.8.5 64-bit ('base': conda)",
   "name": "python385jvsc74a57bd01c5d1376e9e7e846f90d37bdf026c5f86f7cfa5de9097583bdee4c45d3da3d79"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}